#! /bin/bash

#this file runs competing learners on the given subset of data

Path=$1
Filename=$2

RankingFile=$Path"/attribute_ranking.tmp"
SeedFile=$Path"/"$Filename".seed"
ConvertedFile=$Path"/data/"$Filename".numeric"
Iterations=30
TestSets=10

SearchSet="forward"
HorizonSet="0"
RankerSet="correlation variance_high variance_low entropy_high entropy_low"
EvalSet="mmre sd_mre pred30 correlation"

#Run the algorithm many times
for ((i=1;i<=$Iterations;i++))
do
	#Randomize Data
	TestFile=$Path"/data/test/"$Filename".numeric."$i
	TrainFile=$Path"/data/train/"$Filename".numeric."$i
	Seed=$RANDOM
	gawk -f randomize.awk -v Seed=$Seed -v TestSets=$TestSets -v TrainFile=$TrainFile -v TestFile=$TestFile $ConvertedFile
	
	# basic Local Calibration
	#LogFile=$Path"/log/LC/"$Filename"."$i
	LogFile=$Path"/log/"$Filename".LC."$i
	echo -n $Filename","$i",LC,N/A,N/A,N/A,N/A,"

	./effort $ConvertedFile $Path "simpleLC" $TestFile $TrainFile "-1-2-3-4-5-6-7-8-9-10-11-12-13-14-15-" $LogFile

	
	# Rank the Attributes
	RankingFile=$Path"/ranking/"$i".ranking"
	LogFile=$Path"/log/"$Filename".AttrRanking."$i
	./attr_ranking $ConvertedFile $Path "attrLC" $TestFile $TrainFile "-" $LogFile> $RankingFile

	# Try Local Calibration using the Best Evaluated Subset of Attributes
	Learner="attr"

	for Search in $SearchSet
	do
		for Horizon in $HorizonSet
		do
			for Ranker in $RankerSet
			do
				for Eval in $EvalSet
				do
					#FILENAME,I,LEARNER,SEARCH,HORIZON,RANKER,EVAL,MMRE,SD(MRE),PRED30,CORR,COLUMNS

					LogFile=$Path"/log/"$Search"_"$Horizon"_"$Ranker"_"$Eval"_"$i"_"$Filename"."$Learner
					SortFile=$Path"/ranking/sorted/"$Search"_"$Horizon"_"$Ranker"_"$Eval"_"$i"_"$Filename"."$Learner
					#LogFile=$Path"/log/"$Filename".AttrCorr."$i
					#SortFile=$Path"/ranking/sorted/"$ranker"."$i					

					echo -n $Filename","$i","$Learner","$Search","$Horizon","$Ranker","$Eval","
					./attr $ConvertedFile $Path $Ranker $TestFile $TrainFile $LogFile $Horizon $RankingFile $SortFile $Eval $Search

				done
			done
		done
	done
	
	
	# Attribute Ranking by Correlation
	#echo -n $Filename","$i",AttrByCorr,"
	#LogFile=$Path"/log/"$Filename".AttrCorr."$i
	#SortingFile=$Path"/ranking/sorted/correlation."$i
	#./attr $ConvertedFile $Path 2 $TestFile $TrainFile $LogFile "0" $RankingFile $SortingFile

	# Attribute Ranking by Variance
	#echo -n $Filename","$i",AttrByStdDev,"
	#LogFile=$Path"/log/"$Filename".AttrStdDev."$i
	#SortingFile=$Path"/ranking/sorted/deviation."$i
	#./attr $ConvertedFile $Path 3 $TestFile $TrainFile $LogFile "0" $RankingFile $SortingFile

	# Attribute Ranking by Entropy
	#echo -n $Filename","$i",AttrByEntropy,"
	#LogFile=$Path"/log/"$Filename".AttrEntropy."$i
	#SortingFile=$Path"/ranking/sorted/entropy."$i
	#./attr $ConvertedFile $Path 4 $TestFile $TrainFile $LogFile "0" $RankingFile $SortingFile

	echo $Seed >> $SeedFile

done